A classification prompt needs to follow a specific output style illustrated by several representative examples. Which approach best fits?

1. Use a controlled prompt or workflow chain with stage-specific validation.
2. Use few-shot prompting with carefully selected examples.
3. Use retrieval-augmented generation with an authorized source corpus.
4. Start with a clear zero-shot prompt and evaluate results.